{"meta":{"query_hash":"55dc7bf4731a","filters":{"venue":"Global NEST International Conference on Environmental Science & Technology"},"cohort_total":7,"direct_labels_cover":0,"predictions_cover":7,"exported":7,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/55dc7bf4731a","api":"https://metacan.xera.ac/api/v1/cohort?venue=Global+NEST+International+Conference+on+Environmental+Science+%26+Technology"},"results":[{"id":"W4309417988","doi":"10.30955/gnc2019.00660","title":"Highly efficient anti-fouling electro-conductive membranes fabricated by reduced Graphene Oxide-Polyaniline (rGO-PANI) laminates","year":2022,"lang":"en","type":"article","venue":"Global NEST International Conference on Environmental Science & Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Polyaniline; Materials science; Membrane; Graphene; Contact angle; Oxide; Fouling; Chemical engineering; Composite material; Permeation; Nanotechnology; Polymer; Chemistry","score_opus":0.011185510238769597,"score_gpt":0.24913617763103565,"score_spread":0.23795066739226606,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309417988","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9863997,0.0000752225,0.00025313807,0.004588503,0.00045497058,0.00051416724,0.0002892563,0.00052684173,0.0068981624],"genre_scores_gemma":[0.99826306,0.000101557234,0.0005959641,0.0003618744,0.000011972075,0.00018933041,0.00012971251,0.00002129651,0.0003252572],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99518275,0.000084382336,0.00056433916,0.0015128982,0.0017492007,0.00090643484],"domain_scores_gemma":[0.9987228,0.00003574651,0.0003959624,0.00066260644,0.000025757332,0.00015711108],"candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00043818713,0.0004606501,0.00035823652,0.00050038256,0.0009856203,0.0001078237,0.0030070774,0.00017994143,0.0035539332],"category_scores_gemma":[0.00013502942,0.00046754972,0.000097348704,0.0024931626,0.0034974215,0.00040665196,0.0018320252,0.0006016475,0.00045913598],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057614496,0.00050546956,0.0043887505,0.0000015904226,0.00002087162,0.000022315395,0.000060103343,0.0073657185,0.96691614,0.017507587,0.00026677895,0.0028870627],"study_design_scores_gemma":[0.0010360891,0.000827877,0.012519614,0.000015104003,0.000029677685,0.00030433503,0.0036347138,0.018331276,0.9468451,0.007885608,0.0075652185,0.0010053766],"about_ca_topic_score_codex":0.000264175,"about_ca_topic_score_gemma":0.000011191145,"teacher_disagreement_score":0.020071026,"about_ca_system_score_codex":0.0024564974,"about_ca_system_score_gemma":0.00007617192,"threshold_uncertainty_score":0.9997776},"labels":[],"label_agreement":null},{"id":"W4309538188","doi":"10.30955/gnc2021.00387","title":"Canada’s New Substances Notification Regulations","year":2022,"lang":"en","type":"article","venue":"Global NEST International Conference on Environmental Science & Technology","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Business; Government (linguistics); Notification system; Risk management; Environmental planning; Risk assessment; Environmental health; Environmental protection; Risk analysis (engineering); Computer security; Computer science; Environmental science; Medicine; Finance","score_opus":0.016638659452995423,"score_gpt":0.26948241710087256,"score_spread":0.25284375764787714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309538188","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90539414,0.000017923949,0.000198427,0.013793195,0.00089737686,0.00030438477,0.0002800871,0.00008349237,0.07903098],"genre_scores_gemma":[0.9958867,0.000022260763,0.0003634531,0.00095020846,0.000034771496,0.000052514955,0.000064860644,0.00000890539,0.0026163242],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99686706,0.000036531535,0.0002797495,0.0006691683,0.0016676779,0.00047979344],"domain_scores_gemma":[0.99921936,0.000011085325,0.00018791493,0.00036404844,0.000004842987,0.00021273884],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00019520462,0.00021416051,0.00014158514,0.00011276654,0.0010063002,0.00006316812,0.0015442441,0.00005590175,0.013872814],"category_scores_gemma":[0.000023266211,0.00022840925,0.000042568645,0.0008626737,0.0011691685,0.00041655215,0.00095743296,0.00025439428,0.0002863116],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000106364496,0.00097443396,0.6677537,0.0000012589051,0.000041116255,0.000059725506,0.00027819918,0.014324356,0.09545022,0.13216357,0.014242586,0.074604474],"study_design_scores_gemma":[0.0007760421,0.00035521344,0.8205144,0.000008200185,0.00001822625,0.00009827773,0.0034830612,0.00260152,0.0037167373,0.02385595,0.14381447,0.0007579146],"about_ca_topic_score_codex":0.073708735,"about_ca_topic_score_gemma":0.04371018,"teacher_disagreement_score":0.1527607,"about_ca_system_score_codex":0.00679146,"about_ca_system_score_gemma":0.00038752332,"threshold_uncertainty_score":0.9970213},"labels":[],"label_agreement":null},{"id":"W4309538875","doi":"10.30955/gnc2019.00871","title":"Flame Retardants (polybrominated diphenyl ethers, PBDEs) and Organophoshates, OPFRs) In Dust from Canadian Fire Stations","year":2022,"lang":"en","type":"article","venue":"Global NEST International Conference on Environmental Science & Technology","topic":"Toxic Organic Pollutants Impact","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Polybrominated diphenyl ethers; Fire retardant; Environmental chemistry; Environmental science; Bioaccumulation; Brominated flame retardant; Chemistry; Pollutant","score_opus":0.009041120082301306,"score_gpt":0.23317338721631975,"score_spread":0.22413226713401843,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309538875","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9855029,0.000044703458,0.0000091587235,0.005189004,0.00033618818,0.00026162365,0.00221794,0.00006816913,0.0063703274],"genre_scores_gemma":[0.9988128,0.00006387969,0.00024539686,0.00060205255,0.000010452455,0.000028679915,0.000038699734,0.000014371864,0.00018368124],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.997199,0.000059369388,0.00031161247,0.00087187765,0.0008631826,0.0006949859],"domain_scores_gemma":[0.99913317,0.00002392765,0.00013496619,0.00038834463,0.000002772415,0.0003168349],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00029076007,0.00026093228,0.00019486509,0.0002982548,0.000534892,0.000084583946,0.001472397,0.00011870241,0.017254738],"category_scores_gemma":[0.000102061815,0.00028070027,0.000025685706,0.0012602318,0.0018445244,0.00042875946,0.0009828584,0.00043073742,0.00039450134],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001108317,0.0005320631,0.6551382,0.0000010926258,0.000039572627,0.0004241959,0.00085728196,0.0010403502,0.14997411,0.005063219,0.00033573218,0.18648332],"study_design_scores_gemma":[0.00086534704,0.00027633182,0.9686687,0.000018045777,0.000010893383,0.00014504707,0.0033081663,0.009046176,0.00267737,0.008143614,0.006291262,0.0005490633],"about_ca_topic_score_codex":0.03560573,"about_ca_topic_score_gemma":0.025911523,"teacher_disagreement_score":0.31353047,"about_ca_system_score_codex":0.005211302,"about_ca_system_score_gemma":0.00021163886,"threshold_uncertainty_score":0.99996454},"labels":[],"label_agreement":null},{"id":"W4309538879","doi":"10.30955/gnc2019.00135","title":"Evaluation of water quality of Kosynthos river in North Greece, using Water Quality Indices","year":2022,"lang":"en","type":"article","venue":"Global NEST International Conference on Environmental Science & Technology","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tributary; Water quality; Biochemical oxygen demand; Chemical oxygen demand; Environmental science; Total dissolved solids; Pollution; Ammonium; Hydrology (agriculture); Environmental chemistry; Suspended solids; River pollution; Total suspended solids; Environmental engineering; Water pollution; Chemistry; Wastewater; Geography; Ecology; Geology","score_opus":0.08781859882037688,"score_gpt":0.3618236897071562,"score_spread":0.2740050908867794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309538879","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99503446,0.0000052716346,0.00007717765,0.0007600378,0.00024642845,0.00032039438,0.00023750521,0.000018526283,0.0033001916],"genre_scores_gemma":[0.9994992,0.000006134311,0.00026605016,0.00010246214,0.0000068044824,0.000042431315,0.000045511835,0.000004511016,0.00002687202],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99499065,0.00045731626,0.0007241141,0.0005803329,0.0028388952,0.000408689],"domain_scores_gemma":[0.9992108,0.000015820659,0.00030889924,0.00036544606,0.00003374272,0.00006531782],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0038631372,0.00018162504,0.00026061427,0.0002899093,0.00022300672,0.00001674949,0.0011555507,0.000077705474,0.006068086],"category_scores_gemma":[0.000047494705,0.00014481905,0.0000647937,0.00056080456,0.0023638364,0.00038984307,0.001345986,0.00021839666,0.00007964136],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009078903,0.0007832585,0.66594476,0.000004982202,0.000018061302,0.0000028441611,0.0011624158,0.018547818,0.29927668,0.0066290456,0.000003020967,0.007536323],"study_design_scores_gemma":[0.00097085664,0.0002274894,0.8876663,0.000011224615,0.000021728061,0.000013857936,0.0015711678,0.005626355,0.08993239,0.013271341,0.00037154145,0.0003157764],"about_ca_topic_score_codex":0.002723769,"about_ca_topic_score_gemma":0.00067479425,"teacher_disagreement_score":0.22172152,"about_ca_system_score_codex":0.0023819243,"about_ca_system_score_gemma":0.00006990649,"threshold_uncertainty_score":0.9948405},"labels":[],"label_agreement":null},{"id":"W4309539077","doi":"10.30955/gnc2019.00376","title":"Evaluation of innovative water treatments at molecular level based on high resolution mass spectrometry and advanced statistical tools","year":2022,"lang":"en","type":"article","venue":"Global NEST International Conference on Environmental Science & Technology","topic":"Water Quality Monitoring and Analysis","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"European Commission; Ministerio de Ciencia e Innovación; Canadian Institute for Advanced Research","keywords":"Radical; Chemistry; Sulfate; Mass spectrometry; Effluent; Workflow; Process engineering; Environmental chemistry; Computer science; Environmental science; Chromatography; Organic chemistry; Environmental engineering; Database; Engineering","score_opus":0.03812610314484926,"score_gpt":0.30275677422990327,"score_spread":0.264630671085054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309539077","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9943362,0.000003829569,0.0013503236,0.0011981583,0.00013682908,0.00020287248,0.00044401828,0.000024225548,0.0023035312],"genre_scores_gemma":[0.99767464,0.0000035124262,0.001976985,0.000073104144,0.00000567422,0.00007249022,0.00012523832,0.0000053142167,0.00006305836],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99658823,0.00013196189,0.0002558711,0.0006145514,0.0021069967,0.00030238467],"domain_scores_gemma":[0.9995024,0.000020257967,0.0001246487,0.00026064375,0.000029303606,0.00006272706],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00082082744,0.0001685485,0.00015748582,0.00019323254,0.00030133614,0.000027508482,0.00048522966,0.00005149965,0.0022271266],"category_scores_gemma":[0.000079401696,0.00014515416,0.000026583137,0.00064661086,0.0011108024,0.00016901547,0.0005199836,0.00014086421,0.00007076484],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012002296,0.00040174925,0.027847104,0.0000010182952,0.00002977944,0.000013503476,0.00003707541,0.026121775,0.9133319,0.009260441,0.000009186347,0.022826413],"study_design_scores_gemma":[0.0022623723,0.0019490155,0.30185044,0.000021771782,0.00008826793,0.000021938424,0.0007902556,0.045445595,0.6232381,0.023617862,0.00020134648,0.0005130211],"about_ca_topic_score_codex":0.000113517715,"about_ca_topic_score_gemma":0.0000027582169,"teacher_disagreement_score":0.2900938,"about_ca_system_score_codex":0.0036256057,"about_ca_system_score_gemma":0.000028210381,"threshold_uncertainty_score":0.998685},"labels":[],"label_agreement":null},{"id":"W4386213387","doi":"10.30955/gnc2023.00122","title":"Development of Scenario-based Decision-Making Framework for Marine Oil Spill Waste Management","year":2023,"lang":"en","type":"article","venue":"Global NEST International Conference on Environmental Science & Technology","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Incineration; Waste management; Environmental science; Diesel fuel; Engineering","score_opus":0.014747374562044429,"score_gpt":0.28134591183512153,"score_spread":0.2665985372730771,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386213387","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9528077,0.000002460673,0.023090055,0.0009201791,0.0006805686,0.0002608336,0.000060319868,0.00017484737,0.022002984],"genre_scores_gemma":[0.92312986,0.00002368083,0.07635921,0.00019605907,0.000014960973,0.00010086236,0.000025326211,0.000009040535,0.00014101858],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99764585,0.000009373538,0.00038303927,0.0006393883,0.0009012059,0.00042114154],"domain_scores_gemma":[0.99935055,0.00003719485,0.00019618639,0.00031105438,0.000016760863,0.000088262226],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00036477626,0.00019891108,0.00015320125,0.0003666122,0.0003196989,0.000043120235,0.00096722506,0.00012556474,0.0013670052],"category_scores_gemma":[0.00009077729,0.0001943488,0.00006182335,0.0012345709,0.0009786665,0.00015635384,0.00075248576,0.00011866266,0.000644953],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000107201566,0.00018257326,0.017159136,0.000009340825,0.000016016025,0.000009853839,0.00005223589,0.003438221,0.015775204,0.0698042,0.000056685658,0.89338934],"study_design_scores_gemma":[0.0038222475,0.0011100102,0.3971245,0.0011067485,0.00006662727,0.00005669745,0.0058332784,0.107668445,0.107845135,0.32304028,0.050149187,0.0021768203],"about_ca_topic_score_codex":0.000007353907,"about_ca_topic_score_gemma":0.000038385264,"teacher_disagreement_score":0.8912125,"about_ca_system_score_codex":0.001014605,"about_ca_system_score_gemma":0.000040204523,"threshold_uncertainty_score":0.9995459},"labels":[],"label_agreement":null},{"id":"W4386213415","doi":"10.30955/gnc2023.00496","title":"Paradigm Shift Towards Integrated Sustainability and High Performance Machining","year":2023,"lang":"en","type":"article","venue":"Global NEST International Conference on Environmental Science & Technology","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; National Research Council Canada","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada; Partenariat Canadien Contre Le Cancer","keywords":"Sustainability; Productivity; Machining; Process (computing); Manufacturing engineering; Quality (philosophy); Lubrication; Risk analysis (engineering); Production (economics); Computer science; Engineering; Environmental economics; Business; Mechanical engineering","score_opus":0.008106683619302432,"score_gpt":0.24838768201935402,"score_spread":0.24028099840005157,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386213415","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.982105,0.0000227626,0.011971226,0.002202596,0.00042704275,0.0001264528,0.000050420054,0.0006112643,0.002483223],"genre_scores_gemma":[0.9990152,0.00032332013,0.00050214474,0.00004118762,0.00001707104,0.000025758594,0.000040223214,0.000008289398,0.000026769707],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99889207,0.0000056024064,0.00016046515,0.00034984847,0.00027576013,0.0003162803],"domain_scores_gemma":[0.9997221,0.000007869217,0.000038299673,0.00015335417,0.000013460159,0.000064875225],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013254139,0.00015845455,0.00011293867,0.00024483574,0.0001704513,0.00006426873,0.0004424478,0.00008510208,0.000067942485],"category_scores_gemma":[0.00004132347,0.00015148627,0.000012777398,0.0007592987,0.00069370284,0.0003623721,0.00018686087,0.00018091725,0.000040434632],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004608799,0.00006700207,0.057697188,0.000025688516,0.000019987667,0.000022314956,0.00017660006,0.2380874,0.0010851483,0.34659535,0.000017326323,0.3561599],"study_design_scores_gemma":[0.00042195185,0.00022669998,0.22098427,0.000047637834,0.0000070776596,0.00004012747,0.00060917094,0.7096014,0.002206077,0.06418357,0.00125929,0.0004127181],"about_ca_topic_score_codex":0.000024222658,"about_ca_topic_score_gemma":0.0000049210607,"teacher_disagreement_score":0.47151402,"about_ca_system_score_codex":0.0005234062,"about_ca_system_score_gemma":0.000051286654,"threshold_uncertainty_score":0.6177431},"labels":[],"label_agreement":null}]}